{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 一张不一样的折线图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 初始设置\n",
    "\n",
    "首先，导入所需的库，并设置中文字体和定义颜色等。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入所需的库\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 正常显示中文标签\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "\n",
    "# 自动适应布局\n",
    "mpl.rcParams.update({'figure.autolayout': True})\n",
    "\n",
    "# 正常显示负号\n",
    "mpl.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 定义颜色，主色：蓝色，辅助色：灰色，互补色：橙色\n",
    "colors = {'蓝色':'#00589F', '深蓝色':'#003867', '浅蓝色':'#5D9BCF',\n",
    "          '灰色':'#999999', '深灰色':'#666666', '浅灰色':'#CCCCCC',\n",
    "          '橙色':'#F68F00', '深橙色':'#A05D00', '浅橙色':'#FBC171'}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>开盘价</th>\n",
       "      <th>最高价</th>\n",
       "      <th>最低价</th>\n",
       "      <th>收盘价</th>\n",
       "      <th>涨跌额</th>\n",
       "      <th>涨跌幅(%)</th>\n",
       "      <th>成交量(股)</th>\n",
       "      <th>成交金额(元)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日期</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-01-02</th>\n",
       "      <td>3066.34</td>\n",
       "      <td>3098.10</td>\n",
       "      <td>3066.34</td>\n",
       "      <td>3085.20</td>\n",
       "      <td>35.07</td>\n",
       "      <td>1.15</td>\n",
       "      <td>292470208</td>\n",
       "      <td>3.271971e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-03</th>\n",
       "      <td>3089.02</td>\n",
       "      <td>3093.82</td>\n",
       "      <td>3074.52</td>\n",
       "      <td>3083.79</td>\n",
       "      <td>-1.41</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>261496667</td>\n",
       "      <td>2.899917e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-06</th>\n",
       "      <td>3070.91</td>\n",
       "      <td>3107.20</td>\n",
       "      <td>3065.31</td>\n",
       "      <td>3083.41</td>\n",
       "      <td>-0.38</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>312575842</td>\n",
       "      <td>3.311825e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-07</th>\n",
       "      <td>3085.49</td>\n",
       "      <td>3105.45</td>\n",
       "      <td>3084.33</td>\n",
       "      <td>3104.80</td>\n",
       "      <td>21.39</td>\n",
       "      <td>0.69</td>\n",
       "      <td>276583111</td>\n",
       "      <td>2.881592e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-08</th>\n",
       "      <td>3094.24</td>\n",
       "      <td>3094.24</td>\n",
       "      <td>3059.13</td>\n",
       "      <td>3066.89</td>\n",
       "      <td>-37.91</td>\n",
       "      <td>-1.22</td>\n",
       "      <td>297872553</td>\n",
       "      <td>3.065174e+11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                开盘价      最高价      最低价      收盘价    涨跌额  涨跌幅(%)     成交量(股)  \\\n",
       "日期                                                                         \n",
       "2020-01-02  3066.34  3098.10  3066.34  3085.20  35.07    1.15  292470208   \n",
       "2020-01-03  3089.02  3093.82  3074.52  3083.79  -1.41   -0.05  261496667   \n",
       "2020-01-06  3070.91  3107.20  3065.31  3083.41  -0.38   -0.01  312575842   \n",
       "2020-01-07  3085.49  3105.45  3084.33  3104.80  21.39    0.69  276583111   \n",
       "2020-01-08  3094.24  3094.24  3059.13  3066.89 -37.91   -1.22  297872553   \n",
       "\n",
       "                 成交金额(元)  \n",
       "日期                        \n",
       "2020-01-02  3.271971e+11  \n",
       "2020-01-03  2.899917e+11  \n",
       "2020-01-06  3.311825e+11  \n",
       "2020-01-07  2.881592e+11  \n",
       "2020-01-08  3.065174e+11  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 数据源路径\n",
    "filepath='./data/2020年第一季度上证指数.xlsx'\n",
    "\n",
    "# 读取 Excel文件\n",
    "df = pd.read_excel(filepath).set_index('日期')\n",
    "\n",
    "# 日期，开盘价，收盘价，最高价，最低价\n",
    "x = df.index.strftime('%m-%d')\n",
    "y1 = df['开盘价'].values\n",
    "y2 = df['收盘价'].values\n",
    "ymax = df['最高价'].values\n",
    "ymin = df['最低价'].values\n",
    "\n",
    "# 显示前 5 行数据，了解数据结构\n",
    "df.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 开始画图\n",
    "\n",
    "用「**面向对象**」的方法画图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用「面向对象」的方法画图\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "\n",
    "# 设置标题\n",
    "ax.set_title('\\n2020年第一季度上证指数的变化\\n', fontsize=26, loc='left', color=colors['深灰色'])\n",
    "\n",
    "# 开始画图，时间线图（颜色/线条类型/标记）\n",
    "ax.plot(x, y1, label='开盘价', color=colors['浅蓝色'], ls='-', lw=1, marker='o', markevery=[-1])\n",
    "ax.plot(x, y2, label='收盘价',color=colors['蓝色'], ls='-', lw=2, marker='o', markevery=[-1])\n",
    "\n",
    "# 填充区域\n",
    "ax.fill_between(x, ymin, ymax, color=colors['浅灰色'])\n",
    "# 提示填充区域的最大值和最小值\n",
    "ax.text(-0.5, ymax[0]+20, '最高价', color=colors['深灰色'], fontsize=12)\n",
    "ax.text(-0.5, ymin[0]-22, '最低价', color=colors['深灰色'], fontsize=12)\n",
    "\n",
    "# 直接在折线图的旁边标记图例，并保持颜色一致\n",
    "ax.text(len(x)+1, y1[-1]+26, '开盘价', fontsize=16, color=colors['浅蓝色'])\n",
    "ax.text(len(x)+1, y2[-1]-52, '收盘价', fontsize=20, color=colors['蓝色'])\n",
    "\n",
    "# 显示最后 n 个数据的标签\n",
    "n = 1\n",
    "# 设置第一条折线图的数据标签\n",
    "for a, b in zip(x[-n:], y1[-n:]):\n",
    "    plt.text(a, b+25, '%.0f' % b, ha='center', va= 'bottom', fontsize=12, color=colors['浅蓝色'])\n",
    "# 设置第二条折线图的数据标签\n",
    "for a, b in zip(x[-n:], y2[-n:]):\n",
    "    plt.text(a, b-56, '%.0f' % b, ha='center', va= 'bottom', fontsize=16, color=colors['蓝色'])\n",
    "\n",
    "# 设置 X 轴显示的标签\n",
    "xt = []\n",
    "for i in np.arange(len(x)):\n",
    "    if i % 7 == 0:\n",
    "        xt.append(x[i])\n",
    "    else:\n",
    "        xt.append('')\n",
    "ax.set_xticklabels(xt)\n",
    "\n",
    "#设置Y轴范围，便于观察\n",
    "ax.set_ylim(2600, 3200)\n",
    "\n",
    "# 添加辅助线\n",
    "lc = ax.vlines(df.index.get_loc('2020-01-22'), 2600, 3100, color=colors['灰色'], ls='-')\n",
    "# 设置线条宽度\n",
    "lc.set_linewidth(1)\n",
    "# 文字说明数据来源\n",
    "ax.text(-3, 2500, '数据来源：AkShare 股票数据。', fontsize=12, color=colors['深灰色'], ha='left')\n",
    "\n",
    "ax.text(df.index.get_loc('2020-01-22'), 3120, '新冠疫情爆发之后，股市出现了比较大的波动。', fontsize=16, color=colors['深灰色'])\n",
    "\n",
    "# 隐藏边框\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['bottom'].set_color(colors['灰色'])\n",
    "ax.spines['left'].set_color(colors['灰色'])\n",
    "\n",
    "# 隐藏 X 轴的刻度线\n",
    "ax.tick_params(axis='x', which='major', length=0)\n",
    "\n",
    "# 设置坐标标签字体大小和颜色\n",
    "ax.tick_params(labelsize=16, colors=colors['深灰色'])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "file_extension": ".py",
  "kernelspec": {
   "display_name": "Python 3.7.0 64-bit",
   "language": "python",
   "name": "python37064bit2965220bd7d04cdebdae4cbe7c63b822"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  },
  "mimetype": "text/x-python",
  "name": "python",
  "npconvert_exporter": "python",
  "pygments_lexer": "ipython3",
  "version": 3
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
